Key papers

• Exploring Smoothness And Class-separation For Semi-supervised Medical Image Segmentation (2022)
  Yicheng Wu, Zhonghua Wu, Qianyi Wu, et al.
  17.00
• SAM2-UNet: Segment Anything 2 Makes Strong Encoder for Natural and Medical Image Segmentation (2024)
  Xinyu Xiong et al.
  16.76
• Vision as Unified Multimodal Generation (2026)
  Xiaoyang Han et al.
  12.31
• Video Generation Models are General-Purpose Vision Learners (2026)
  Letian Wang et al.
  12.14
• LifeCLEF Plant Identification Task 2015 (2025)
  Herve Goeau et al.
  11.45
• Vision Pretraining for Dense Spatial Perception (2026)
  Zelin Fu et al.
  11.15
• Plant identification in an open-world (LifeCLEF 2016) (2025)
  Herve Goeau et al.
  10.58
• OverLoCK: An Overview-first-Look-Closely-next ConvNet with Context-Mixing Dynamic Kernels (2025)
  Meng Lou et al.
  10.19
• SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures (2025)
  Hui Liu et al.
  9.31
• SAM-MT: Real-Time Interactive Multi-Target Video Segmentation (2026)
  Ruiqi Shen et al.
  8.81
• Overview of LifeCLEF Plant Identification task 2019: diving into data deficient tropical countries (2025)
  Herve Goeau et al.
  8.71
• From RGB Generation to Dense Field Readout: Pixel-Space Dense Prediction with Text-to-Image Models (2026)
  Zanyi Wang et al.
  8.60
• From Darkness to Detail: Frequency-Aware SSMs for Low-Light Vision (2024)
  Eashan Adhikarla et al.
  8.59
• Let RGB Be the Language of Vision (2026)
  Timing Yang et al.
  8.51
• CtrlVTON: Controllable Virtual Try-On via Visual-Instance-Prompt Segmentation (2026)
  Seungyong Lee et al.
  8.41
• Appearance Pointers -- Multimodal Region Control of Diffusion Transformers (2026)
  Rahul Sajnani et al.
  8.41
• Every SAM Drop Counts: Embracing Semantic Priors for Multi-Modality Image Fusion and Beyond (2025)
  Guanyao Wu et al.
  8.38
• Deep learning based infrared small object segmentation: Challenges and future directions (2025)
  Zhengeng Yang et al.
  8.32
• REBASE: Reference-Background Subspace Elimination for Training-Free In-Context Segmentation (2026)
  Mantha Sai Gopal et al.
  7.93
• TSCnet: A Text-driven Semantic-level Controllable Framework for Customized Low-Light Image Enhancement (2025)
  Miao Zhang et al.
  7.84
• Classifier-agnostic Saliency Map Extraction (2018)
  Konrad Zolna, Krzysztof J. Geras, Kyunghyun Cho
  7.81
• Rethinking Boundary Detection in Deep Learning-Based Medical Image Segmentation (2025)
  Yi Lin et al.
  7.69
• Evidence-Backed Video Question Answering (2026)
  Shijie Wang et al.
  7.31
• MM-OR: A Large Multimodal Operating Room Dataset for Semantic Understanding of High-Intensity Surgical Environments (2025)
  Ege \"Ozsoy et al.
  7.29
• Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation (2025)
  Qingchen Tang et al.
  6.96
• Innovative Tooth Segmentation Using Hierarchical Features and Bidirectional Sequence Modeling (2026)
  Xinxin Zhao et al.
  6.91
• RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation Models (2025)
  Keyan Chen et al.
  6.85
• nnInteractive: Redefining 3D Promptable Segmentation (2025)
  Fabian Isensee et al.
  6.78
• Base Layer Efficiency In Scalable Human-machine Coding (2023)
  Yalda Foroutan, Alon Harell, Anderson de Andrade, et al.
  6.77
• PixCon: Clean-Positive Contrastive Learning for Foundation-Model Semi-Supervised Segmentation (2026)
  Ebenezer Tarubinga
  6.69
• TerraDiT-$\Omega$: Unified Spatial Control for Satellite Image Synthesis with Any Geospatial Primitive (2026)
  Brian Wei et al.
  6.64
• InstanceControl: Controllable Complex Image Generation without Instance Labeling (2026)
  Xiaoyu Liu et al.
  6.64
• MambaVesselNet++: A Hybrid CNN-Mamba Architecture for Medical Image Segmentation (2025)
  Qing Xu et al.
  6.58
• Ultralytics YOLO26: Unified Real-Time End-to-End Vision Models (2026)
  Glenn Jocher et al.
  6.53
• GLI-AL: A Multi-Modal Glioma MRI Label Resource with Unified Anatomy-Lesion Labels (2026)
  Xingyu Xiang et al.
  6.44
• Promoting Segment Anything Model Towards Highly Accurate Dichotomous Image Segmentation (2023)
  Xianjie Liu, Keren Fu, Yao Jiang, et al.
  6.34
• YOLOv1 to YOLOv11: A Comprehensive Survey of Real-Time Object Detection Innovations and Challenges (2025)
  Manikanta Kotthapalli et al.
  6.12
• Spectral Informed Mamba for Robust Point Cloud Processing (2025)
  Ali Bahri et al.
  5.84
• VLScene: Vision-Language Guidance Distillation for Camera-Based 3D Semantic Scene Completion (2025)
  Meng Wang et al.
  5.84
• R3D: Quantitative 3D Spatial Reasoning for Egocentric Wearables (2026)
  Maxwell Horton et al.
  5.82
• Mapping the Vanishing and Transformation of Urban Villages in China (2025)
  Wenyu Zhang et al.
  5.63
• CFNet: Optimizing Remote Sensing Change Detection through Content-Aware Enhancement (2025)
  Fan Wu et al.
  5.54
• Segmenting, Fast and Slow: Real-Time Open-Vocabulary Video Instance Segmentation with Dual-Path Processing (2026)
  Luca Barsellotti et al.
  5.44
• Does Your ViT Still Need U-Net for Segmentation? (2026)
  Xin Li et al.
  5.44
• MedCAGD: Context-Aware Gated Decoder for Efficient Medical Image Segmentation (2026)
  Saad Wazir et al.
  5.44
• Active Spatial Guidance: Eliminating Injected Positional Mechanisms in Vision Transformers (2026)
  Cong Liu et al.
  5.44
• LUMA: Benchmarking Segmentation via a Lightweight Universal Mask Adapter (2026)
  Tobias Christian Nauen et al.
  5.44
• LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives (2026)
  Lukas Kuhn et al.
  5.44
• Beyond Pixel Overlap: A Framework for Decomposing Segmentation Evaluation Metrics (2026)
  Youwei Pang et al.
  5.44
• Privacy-Preserving Depth-Only Open-Vocabulary 3D Semantic Segmentation Via Uncertainty-Guided Test-Time Optimization (2026)
  Xuying Huang et al.
  5.44
• Relation-Centric Open-Vocabulary 3D Gaussian Segmentation (2026)
  Eunsung Cha et al.
  5.44
• DL-SLAM: Enabling High-Fidelity Gaussian Splatting SLAM in Dynamic Environments based on Dual-Level Probability (2026)
  Ziheng Xu et al.
  5.44
• GaussLite: Online Task-Conditioned 3D Gaussian Splatting for Real-Time Robotic Mapping (2026)
  Annika Thomas et al.
  5.38
• A DMD-Based Adaptive Modulation Method for High Dynamic Range Imaging in High-Glare Environments (2026)
  Banglei Guan et al.
  5.25
• YOLO26: A Comprehensive Architecture Overview and Key Improvements (2026)
  Priyanto Hidayatullah and Refdinal Tubagus
  5.25
• Algorithm-hardware Co-design For Deformable Convolution (2020)
  Qijing Huang, Dequan Wang, Yizhao Gao, et al.
  5.24
• Performance uncertainty in medical image analysis: a large-scale investigation of confidence intervals (2026)
  Pascaline Andr\'e (1) et al.
  5.19
• OpenGS-SLAM: Open-Set Dense Semantic SLAM with 3D Gaussian Splatting for Object-Level Scene Understanding (2025)
  Dianyi Yang et al.
  5.18
• Into the Rabbit Hull: From Task-Relevant Concepts in DINO to Minkowski Geometry (2025)
  Thomas Fel et al.
  5.15
• Adaptive Knowledge Transferring with Switching Dual-Student Framework for Semi-Supervised Medical Image Segmentation (2025)
  Hoang-Thien Nguyen et al.
  5.15